Pandas Profiling Report

Dataset info

Number of variables	44
Number of observations	125972
Missing cells	0 (0.0%)
Duplicate rows	0 (0.0%)
Total size in memory	42.3 MiB
Average record size in memory	352.0 B

Variables types

Numeric	23
Categorical	8
Boolean	5
Date	0
URL	0
Text (Unique)	0
Rejected	8
Unsupported	0

Warnings

`attack_class` has 67342 (53.5%) zeros	Zeros
`diff_srv_rate` has 76216 (60.5%) zeros	Zeros
`dst_bytes` is highly skewed (γ1 = 290.0517595)	Skewed
`dst_bytes` has 67966 (54.0%) zeros	Zeros
`dst_host_diff_srv_rate` has 46989 (37.3%) zeros	Zeros
`dst_host_rerror_rate` has 103178 (81.9%) zeros	Zeros
`dst_host_same_src_port_rate` has 63023 (50.0%) zeros	Zeros
`dst_host_same_srv_rate` has 6927 (5.5%) zeros	Zeros
`dst_host_serror_rate` has 81385 (64.6%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 86903 (69.0%) zeros	Zeros
`dst_host_srv_rerror_rate` is highly correlated with `dst_host_rerror_rate` (ρ = 0.9246879257)	Rejected
`dst_host_srv_serror_rate` is highly correlated with `dst_host_serror_rate` (ρ = 0.9850521762)	Rejected
`duration` has 115954 (92.0%) zeros	Zeros
`hot` has 123301 (97.9%) zeros	Zeros
`num_access_files` is highly skewed (γ1 = 45.55478025)	Skewed
`num_access_files` has 125601 (99.7%) zeros	Zeros
`num_compromised` is highly skewed (γ1 = 250.1068908)	Skewed
`num_compromised` has 124686 (99.0%) zeros	Zeros
`num_failed_logins` is highly skewed (γ1 = 53.76421073)	Skewed
`num_failed_logins` has 125850 (99.9%) zeros	Zeros
`num_file_creations` is highly skewed (γ1 = 55.66511972)	Skewed
`num_file_creations` has 125685 (99.8%) zeros	Zeros
`num_outbound_cmds` has constant value "0"	Rejected
`num_root` is highly correlated with `num_compromised` (ρ = 0.9988334526)	Rejected
`rerror_rate` is highly correlated with `dst_host_srv_rerror_rate` (ρ = 0.9644486258)	Rejected
`same_srv_rate` has 2766 (2.2%) zeros	Zeros
`serror_rate` is highly correlated with `dst_host_srv_serror_rate` (ρ = 0.9811388996)	Rejected
`service` has a high cardinality: 70 distinct values	Warning
`src_bytes` is highly skewed (γ1 = 190.6685901)	Skewed
`src_bytes` has 49392 (39.2%) zeros	Zeros
`srv_diff_host_rate` has 97573 (77.5%) zeros	Zeros
`srv_rerror_rate` is highly correlated with `rerror_rate` (ρ = 0.9890076408)	Rejected
`srv_serror_rate` is highly correlated with `serror_rate` (ρ = 0.9932892212)	Rejected

attack
Categorical

Distinct count	23
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

normal	67342
neptune	41214
satan	3633
Other values (20)	13783

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Common values
Composition

Value	Count	Frequency (%)
normal	67342	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Max length	15
Mean length	6.38699076
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

attack_class
Numeric

Distinct count	5
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.5749849173
Minimum	0
Maximum	4
Zeros (%)	53.5%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	1
95-th percentile	2
Maximum	4
Range	4
Interquartile range	1

Descriptive statistics

Standard deviation	0.694105935
Coef of variation	1.207172422
Kurtosis	0.3684293456
Mean	0.5749849173
MAD	0.6147498539
Skewness	0.9669467124
Sum	72432
Variance	0.481783049
Memory size	984.3 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	67342	53.5%
1	45927	36.5%
2	11656	9.3%
3	995	0.8%
4	52	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	67342	53.5%
1	45927	36.5%
2	11656	9.3%
3	995	0.8%
4	52	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
4	52	< 0.1%
3	995	0.8%
2	11656	9.3%
1	45927	36.5%
0	67342	53.5%

count
Numeric

Distinct count	512
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	84.10820659
Minimum	0
Maximum	511
Zeros (%)	< 0.1%

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Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
Median	14
Q3	143
95-th percentile	286
Maximum	511
Range	511
Interquartile range	141

Descriptive statistics

Standard deviation	114.5088282
Coef of variation	1.361446556
Kurtosis	2.006881181
Mean	84.10820659
MAD	93.68954069
Skewness	1.514263629
Sum	10595279
Variance	13112.27173
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.825e+02 5.075e+02 5.085e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	27763	22.0%
2	9473	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%
10	1610	1.3%
Other values (502)	68282	54.2%

Minimum 5 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	27763	22.0%
2	9473	7.5%
3	3962	3.1%
4	3550	2.8%

Maximum 5 values

Value	Count	Frequency (%)
511	1437	1.1%
510	307	0.2%
509	243	0.2%
508	31	< 0.1%
507	6	< 0.1%

diff_srv_rate
Numeric

Distinct count	95
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.06305313879
Minimum	0
Maximum	1
Zeros (%)	60.5%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range	0.06

Descriptive statistics

Standard deviation	0.1803150357
Coef of variation	2.859731318
Kurtosis	18.89929202
Mean	0.06305313879
MAD	0.08005656313
Skewness	4.379796406
Sum	7942.93
Variance	0.0325135121
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.045 ... 0.935 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	76216	60.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.05	6887	5.5%
1	3438	2.7%
0.08	1883	1.5%
0.01	1013	0.8%
0.09	645	0.5%
0.04	627	0.5%
0.5	549	0.4%
Other values (85)	6201	4.9%

Minimum 5 values

Value	Count	Frequency (%)
0	76216	60.5%
0.01	1013	0.8%
0.02	264	0.2%
0.03	282	0.2%
0.04	627	0.5%

Maximum 5 values

Value	Count	Frequency (%)
1	3438	2.7%
0.99	39	< 0.1%
0.98	6	< 0.1%
0.97	7	< 0.1%
0.96	29	< 0.1%

dst_bytes
Numeric

Distinct count	9326
Unique (%)	7.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	19779.27143
Minimum	0
Maximum	1309937401
Zeros (%)	54.0%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	516
95-th percentile	8314
Maximum	1309937401
Range	1309937401
Interquartile range	516

Descriptive statistics

Standard deviation	4021285.112
Coef of variation	203.3080503
Kurtosis	90941.01261
Mean	19779.27143
MAD	37014.43081
Skewness	290.0517595
Sum	2491634381
Variance	1.617073395e+13
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.0000000e+00 3.5000000e+00 4.5000000e+00 ... 5.1306940e+06 5.1507810e+06 5.1511015e+06 5.1546195e+06 1.3099374e+09], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	67966	54.0%
105	1497	1.2%
8314	888	0.7%
330	528	0.4%
331	512	0.4%
44	511	0.4%
42	478	0.4%
328	470	0.4%
332	469	0.4%
4	454	0.4%
Other values (9316)	52199	41.4%

Minimum 5 values

Value	Count	Frequency (%)
0	67966	54.0%
1	22	< 0.1%
3	1	< 0.1%
4	454	0.4%
5	4	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1309937401	1	< 0.1%
400291060	2	< 0.1%
7028652	1	< 0.1%
5155468	1	< 0.1%
5153771	1	< 0.1%

dst_host_count
Numeric

Distinct count	256
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	182.1491998
Minimum	0
Maximum	255
Zeros (%)	< 0.1%

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Quantile statistics

Minimum	0
5-th percentile	3
Q1	82
Median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range	173

Descriptive statistics

Standard deviation	99.20656545
Coef of variation	0.5446445307
Kurtosis	-1.065776439
Mean	182.1491998
MAD	89.49149907
Skewness	-0.8334428596
Sum	22945699
Variance	9841.942628
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 130.5 178.5 217.5 254.5 255. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
255	74099	58.8%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%
Other values (246)	40301	32.0%

Minimum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%

Maximum 5 values

Value	Count	Frequency (%)
255	74099	58.8%
254	70	0.1%
253	89	0.1%
252	77	0.1%
251	90	0.1%

dst_host_diff_srv_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.08295152891
Minimum	0
Maximum	1
Zeros (%)	37.3%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.02
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range	0.07

Descriptive statistics

Standard deviation	0.1889224909
Coef of variation	2.277504626
Kurtosis	12.6342728
Mean	0.08295152891
MAD	0.09559565757
Skewness	3.609582931
Sum	10449.57
Variance	0.03569170755
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.915 0.945 0.975 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	46989	37.3%
0.07	16570	13.2%
0.06	9787	7.8%
0.01	9295	7.4%
0.05	7321	5.8%
0.08	7001	5.6%
0.02	6716	5.3%
0.03	3562	2.8%
0.04	3091	2.5%
0.09	2569	2.0%
Other values (91)	13071	10.4%

Minimum 5 values

Value	Count	Frequency (%)
0	46989	37.3%
0.01	9295	7.4%
0.02	6716	5.3%
0.03	3562	2.8%
0.04	3091	2.5%

Maximum 5 values

Value	Count	Frequency (%)
1	2139	1.7%
0.99	31	< 0.1%
0.98	35	< 0.1%
0.97	86	0.1%
0.96	63	0.1%

dst_host_rerror_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1188323596
Minimum	0
Maximum	1
Zeros (%)	81.9%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.3065586135
Coef of variation	2.579757017
Kurtosis	3.692684133
Mean	0.1188323596
MAD	0.2018469686
Skewness	2.347432672
Sum	14969.55
Variance	0.09397818348
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.885 0.925 0.975 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	103178	81.9%
1	10298	8.2%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.05	408	0.3%
0.04	397	0.3%
0.91	267	0.2%
0.92	257	0.2%
0.89	244	0.2%
Other values (91)	7404	5.9%

Minimum 5 values

Value	Count	Frequency (%)
0	103178	81.9%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.04	397	0.3%

Maximum 5 values

Value	Count	Frequency (%)
1	10298	8.2%
0.99	52	< 0.1%
0.98	68	0.1%
0.97	106	0.1%
0.96	168	0.1%

dst_host_same_src_port_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1483786873
Minimum	0
Maximum	1
Zeros (%)	50.0%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0.06

Descriptive statistics

Standard deviation	0.3089983508
Coef of variation	2.08249821
Kurtosis	2.76236142
Mean	0.1483786873
MAD	0.2177552202
Skewness	2.087032943
Sum	18691.56
Variance	0.09547998081
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.815 0.945 0.965 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
1	10307	8.2%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.08	1086	0.9%
0.5	1077	0.9%
Other values (91)	18742	14.9%

Minimum 5 values

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%

Maximum 5 values

Value	Count	Frequency (%)
1	10307	8.2%
0.99	139	0.1%
0.98	192	0.2%
0.97	145	0.1%
0.96	229	0.2%

dst_host_same_srv_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.5212444829
Minimum	0
Maximum	1
Zeros (%)	5.5%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
Median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0.95

Descriptive statistics

Standard deviation	0.4489500549
Coef of variation	0.8613041858
Kurtosis	-1.884046597
Mean	0.5212444829
MAD	0.4355818772
Skewness	-0.01046288591
Sum	65662.21
Variance	0.2015561518
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	49059	38.9%
0.01	7780	6.2%
0	6927	5.5%
0.02	6593	5.2%
0.07	5672	4.5%
0.04	5208	4.1%
0.05	4951	3.9%
0.03	4049	3.2%
0.06	3444	2.7%
0.08	2816	2.2%
Other values (91)	29473	23.4%

Minimum 5 values

Value	Count	Frequency (%)
0	6927	5.5%
0.01	7780	6.2%
0.02	6593	5.2%
0.03	4049	3.2%
0.04	5208	4.1%

Maximum 5 values

Value	Count	Frequency (%)
1	49059	38.9%
0.99	688	0.5%
0.98	821	0.7%
0.97	478	0.4%
0.96	675	0.5%

dst_host_serror_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2844547201
Minimum	0
Maximum	1
Zeros (%)	64.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	1

Descriptive statistics

Standard deviation	0.4447850937
Coef of variation	1.563641108
Kurtosis	-1.047019322
Mean	0.2844547201
MAD	0.3992369211
Skewness	0.9659400321
Sum	35833.33
Variance	0.1978337796
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.925 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	81385	64.6%
1	33562	26.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.09	419	0.3%
0.08	413	0.3%
0.04	372	0.3%
0.99	304	0.2%
0.05	298	0.2%
Other values (91)	4005	3.2%

Minimum 5 values

Value	Count	Frequency (%)
0	81385	64.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.04	372	0.3%

Maximum 5 values

Value	Count	Frequency (%)
1	33562	26.6%
0.99	304	0.2%
0.98	169	0.1%
0.97	100	0.1%
0.96	102	0.1%

dst_host_srv_count
Numeric

Distinct count	256
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	115.6537246
Minimum	0
Maximum	255
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
Median	63
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range	245

Descriptive statistics

Standard deviation	110.7028855
Coef of variation	0.9571925666
Kurtosis	-1.756342466
Mean	115.6537246
MAD	105.1588751
Skewness	0.2837071842
Sum	14569131
Variance	12255.12886
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 251.5 252.5 253.5 254.5 255. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
255	35993	28.6%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
20	2300	1.8%
254	2238	1.8%
6	2222	1.8%
19	2190	1.7%
Other values (246)	59827	47.5%

Minimum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%

Maximum 5 values

Value	Count	Frequency (%)
255	35993	28.6%
254	2238	1.8%
253	472	0.4%
252	213	0.2%
251	402	0.3%

dst_host_srv_diff_host_rate
Numeric

Distinct count	75
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.0325427079
Minimum	0
Maximum	1
Zeros (%)	69.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range	0.02

Descriptive statistics

Standard deviation	0.1125642143
Coef of variation	3.458968893
Kurtosis	35.77292827
Mean	0.0325427079
MAD	0.04923154286
Skewness	5.548151304
Sum	4099.47
Variance	0.01267070235
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.685 0.74 0.765 0.985 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	86903	69.0%
0.02	7952	6.3%
0.01	7146	5.7%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.5	1550	1.2%
0.06	1330	1.1%
0.07	1036	0.8%
0.25	951	0.8%
Other values (65)	6815	5.4%

Minimum 5 values

Value	Count	Frequency (%)
0	86903	69.0%
0.01	7146	5.7%
0.02	7952	6.3%
0.03	4723	3.7%
0.04	4518	3.6%

Maximum 5 values

Value	Count	Frequency (%)
1	691	0.5%
0.97	2	< 0.1%
0.93	1	< 0.1%
0.88	1	< 0.1%
0.86	2	< 0.1%

dst_host_srv_rerror_rate
Highly correlated

This variable is highly correlated with dst_host_rerror_rate and should be ignored for analysis

Correlation	0.9246879257

dst_host_srv_serror_rate
Highly correlated

This variable is highly correlated with dst_host_serror_rate and should be ignored for analysis

Correlation	0.9850521762

duration
Numeric

Distinct count	2981
Unique (%)	2.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	287.1469295
Minimum	0
Maximum	42908
Zeros (%)	92.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	4
Maximum	42908
Range	42908
Interquartile range	0

Descriptive statistics

Standard deviation	2604.525522
Coef of variation	9.070358254
Kurtosis	156.0755362
Mean	287.1469295
MAD	558.129652
Skewness	11.8801818
Sum	36172473
Variance	6783553.195
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.7820e+04 3.0047e+04 3.2294e+04 3.6101e+04 4.2908e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	115954	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
27	197	0.2%
6	193	0.2%
28	181	0.1%
7	127	0.1%
Other values (2971)	5282	4.2%

Minimum 5 values

Value	Count	Frequency (%)
0	115954	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%

Maximum 5 values

Value	Count	Frequency (%)
42908	1	< 0.1%
42888	1	< 0.1%
42862	1	< 0.1%
42837	1	< 0.1%
42804	1	< 0.1%

flag
Categorical

Distinct count	11
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

SF	74944
S0	34851
REJ	11233
Other values (8)	4944

Toggle details

Common values
Composition

Value	Count	Frequency (%)
SF	74944	59.5%
S0	34851	27.7%
REJ	11233	8.9%
RSTR	2421	1.9%
RSTO	1562	1.2%
S1	365	0.3%
SH	271	0.2%
S2	127	0.1%
RSTOS0	103	0.1%
S3	49	< 0.1%

Max length	6
Mean length	2.156042613
Min length	2
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

hot
Numeric

Distinct count	28
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2044105039
Minimum	0
Maximum	77
Zeros (%)	97.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range	0

Descriptive statistics

Standard deviation	2.14997689
Coef of variation	10.51793743
Kurtosis	168.0128936
Mean	0.2044105039
MAD	0.4001527251
Skewness	12.58983526
Sum	25750
Variance	4.622400628
Memory size	984.3 KiB

Histogram with fixed size bins (bins=28)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 21.5 24.5 26.5 31.5 77. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	123301	97.9%
2	1037	0.8%
1	369	0.3%
28	277	0.2%
30	256	0.2%
4	173	0.1%
6	140	0.1%
5	76	0.1%
24	68	0.1%
19	57	< 0.1%
Other values (18)	218	0.2%

Minimum 5 values

Value	Count	Frequency (%)
0	123301	97.9%
1	369	0.3%
2	1037	0.8%
3	54	< 0.1%
4	173	0.1%

Maximum 5 values

Value	Count	Frequency (%)
77	1	< 0.1%
44	2	< 0.1%
33	1	< 0.1%
30	256	0.2%
28	277	0.2%

is_guest_login
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	124785
1	1187

Toggle details

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

is_host_login
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125971
1	1

Toggle details

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

land
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125947
1	25

Toggle details

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

last_flag
Numeric

Distinct count	22
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	19.50405646
Minimum	0
Maximum	21
Zeros (%)	0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	15
Q1	18
Median	20
Q3	21
95-th percentile	21
Maximum	21
Range	21
Interquartile range	3

Descriptive statistics

Standard deviation	2.291511608
Coef of variation	0.1174889754
Kurtosis	13.36913405
Mean	19.50405646
MAD	1.638019504
Skewness	-2.896759931
Sum	2456965
Variance	5.251025451
Memory size	984.3 KiB

Histogram with fixed size bins (bins=22)

Histogram with variable size bins (bins=[ 0. 0.5 5.5 8.5 10.5 ... 17.5 18.5 19.5 20.5 21. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
21	62557	49.7%
18	20667	16.4%
20	19338	15.4%
19	10284	8.2%
15	3990	3.2%
17	3074	2.4%
16	2393	1.9%
12	729	0.6%
14	674	0.5%
11	641	0.5%
Other values (12)	1625	1.3%

Minimum 5 values

Value	Count	Frequency (%)
0	66	0.1%
1	62	< 0.1%
2	54	< 0.1%
3	65	0.1%
4	79	0.1%

Maximum 5 values

Value	Count	Frequency (%)
21	62557	49.7%
20	19338	15.4%
19	10284	8.2%
18	20667	16.4%
17	3074	2.4%

logged_in
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	76120
1	49852

Toggle details

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

num_access_files
Numeric

Distinct count	10
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.00409614835
Minimum	0
Maximum	9
Zeros (%)	99.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range	0

Descriptive statistics

Standard deviation	0.09936994949
Coef of variation	24.25936294
Kurtosis	2862.781626
Mean	0.00409614835
MAD	0.008168169577
Skewness	45.55478025
Sum	516
Variance	0.009874386862
Memory size	984.3 KiB

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 9. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	125601	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
6	4	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	125601	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
4	5	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
9	1	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
6	4	< 0.1%
5	6	< 0.1%

num_compromised
Numeric

Distinct count	88
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2792525323
Minimum	0
Maximum	7479
Zeros (%)	99.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	7479
Range	7479
Interquartile range	0

Descriptive statistics

Standard deviation	23.94213726
Coef of variation	85.73650904
Kurtosis	75955.62481
Mean	0.2792525323
MAD	0.5528034999
Skewness	250.1068908
Sum	35178
Variance	573.2259366
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 4.500e+00 6.500e+00 2.250e+01 2.095e+02 9.635e+02 7.479e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	124686	99.0%
1	976	0.8%
2	98	0.1%
4	40	< 0.1%
3	38	< 0.1%
6	19	< 0.1%
5	17	< 0.1%
7	5	< 0.1%
9	3	< 0.1%
8	3	< 0.1%
Other values (78)	87	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	124686	99.0%
1	976	0.8%
2	98	0.1%
3	38	< 0.1%
4	40	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
7479	1	< 0.1%
1739	1	< 0.1%
1043	1	< 0.1%
884	2	< 0.1%
809	1	< 0.1%

num_failed_logins
Numeric

Distinct count	6
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.001222493888
Minimum	0
Maximum	5
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range	0

Descriptive statistics

Standard deviation	0.04523931841
Coef of variation	37.00576246
Kurtosis	3869.038558
Mean	0.001222493888
MAD	0.00244261988
Skewness	53.76421073
Sum	154
Variance	0.00204659593
Memory size	984.3 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[0. 0.5 1.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	125850	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	125850	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
4	3	< 0.1%
3	5	< 0.1%
2	9	< 0.1%
1	104	0.1%

num_file_creations
Numeric

Distinct count	35
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.01266948211
Minimum	0
Maximum	43
Zeros (%)	99.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	43
Range	43
Interquartile range	0

Descriptive statistics

Standard deviation	0.4839369889
Coef of variation	38.19706163
Kurtosis	3603.28308
Mean	0.01266948211
MAD	0.02528123486
Skewness	55.66511972
Sum	1596
Variance	0.2341950092
Memory size	984.3 KiB

Histogram with fixed size bins (bins=35)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 18.5 43. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	125685	99.8%
1	151	0.1%
2	41	< 0.1%
4	13	< 0.1%
15	5	< 0.1%
3	5	< 0.1%
5	5	< 0.1%
8	5	< 0.1%
10	5	< 0.1%
17	5	< 0.1%
Other values (25)	52	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	125685	99.8%
1	151	0.1%
2	41	< 0.1%
3	5	< 0.1%
4	13	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
43	1	< 0.1%
40	3	< 0.1%
38	1	< 0.1%
36	1	< 0.1%
34	1	< 0.1%

num_outbound_cmds
Constant

This variable is constant and should be ignored for analysis

Constant value	0

num_root
Highly correlated

This variable is highly correlated with num_compromised and should be ignored for analysis

Correlation	0.9988334526

num_shells
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125925
1	42
2	5

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

protocol_type
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

tcp	102688
udp	14993
icmp	8291

Toggle details

Common values
Composition

Value	Count	Frequency (%)
tcp	102688	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Max length	4
Mean length	3.065816213
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

rerror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_rerror_rate and should be ignored for analysis

Correlation	0.9644486258

root_shell
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125803
1	169

Toggle details

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

same_srv_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.6609249675
Minimum	0
Maximum	1
Zeros (%)	2.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
Median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0.91

Descriptive statistics

Standard deviation	0.4396235693
Coef of variation	0.6651641124
Kurtosis	-1.609780542
Mean	0.6609249675
MAD	0.4197549313
Skewness	-0.5724865372
Sum	83258.04
Variance	0.1932688827
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.065 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	76811	61.0%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.07	3438	2.7%
0.04	3227	2.6%
0.06	3220	2.6%
0.05	3088	2.5%
0.08	2815	2.2%
0	2766	2.2%
Other values (91)	19461	15.4%

Minimum 5 values

Value	Count	Frequency (%)
0	2766	2.2%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.04	3227	2.6%

Maximum 5 values

Value	Count	Frequency (%)
1	76811	61.0%
0.99	759	0.6%
0.98	97	0.1%
0.97	44	< 0.1%
0.96	16	< 0.1%

serror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_serror_rate and should be ignored for analysis

Correlation	0.9811388996

service
Categorical

Distinct count	70
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

http	40338
private	21853
domain_u	9043
Other values (67)	54738

Toggle details

Common values
Composition

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6859	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Max length	11
Mean length	5.466429048
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

src_bytes
Numeric

Distinct count	3341
Unique (%)	2.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	45567.10082
Minimum	0
Maximum	1379963888
Zeros (%)	39.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	44
Q3	276
95-th percentile	1480
Maximum	1379963888
Range	1379963888
Interquartile range	276

Descriptive statistics

Standard deviation	5870354.481
Coef of variation	128.8287904
Kurtosis	39353.80883
Mean	45567.10082
MAD	89289.66353
Skewness	190.6685901
Sum	5740178825
Variance	3.446106173e+13
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 4.50000000e+00 5.50000000e+00 ... 5.13265000e+06 5.13387650e+06 5.40016300e+06 2.31821480e+07 1.37996389e+09], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	49392	39.2%
8	3691	2.9%
1	2432	1.9%
44	2334	1.9%
45	2089	1.7%
1032	2001	1.6%
46	1294	1.0%
43	1284	1.0%
105	998	0.8%
147	948	0.8%
Other values (3331)	59509	47.2%

Minimum 5 values

Value	Count	Frequency (%)
0	49392	39.2%
1	2432	1.9%
4	2	< 0.1%
5	28	< 0.1%
6	147	0.1%

Maximum 5 values

Value	Count	Frequency (%)
1379963888	1	< 0.1%
1167519497	1	< 0.1%
693375640	1	< 0.1%
621568663	1	< 0.1%
381709090	1	< 0.1%

srv_count
Numeric

Distinct count	509
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	27.73809259
Minimum	0
Maximum	511
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
Median	8
Q3	18
95-th percentile	158
Maximum	511
Range	511
Interquartile range	16

Descriptive statistics

Standard deviation	72.63609175
Coef of variation	2.618640467
Kurtosis	24.24426877
Mean	27.73809259
MAD	34.38090015
Skewness	4.694142224
Sum	3494223
Variance	5276.001825
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 5.075e+02 5.085e+02 5.095e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	25398	20.2%
2	12819	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%
11	3293	2.6%
Other values (499)	52591	41.7%

Minimum 5 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	25398	20.2%
2	12819	10.2%
3	6336	5.0%
4	5526	4.4%

Maximum 5 values

Value	Count	Frequency (%)
511	1012	0.8%
510	160	0.1%
509	49	< 0.1%
508	11	< 0.1%
507	3	< 0.1%

srv_diff_host_rate
Numeric

Distinct count	60
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.09732242086
Minimum	0
Maximum	1
Zeros (%)	77.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.2598313847
Coef of variation	2.669799851
Kurtosis	6.816217011
Mean	0.09732242086
MAD	0.1571148359
Skewness	2.86033944
Sum	12259.9
Variance	0.0675123485
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.775 0.815 0.855 0.94 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	97573	77.5%
1	8143	6.5%
0.01	2865	2.3%
0.5	982	0.8%
0.67	975	0.8%
0.12	904	0.7%
0.33	790	0.6%
0.02	771	0.6%
0.11	732	0.6%
0.25	724	0.6%
Other values (50)	11513	9.1%

Minimum 5 values

Value	Count	Frequency (%)
0	97573	77.5%
0.01	2865	2.3%
0.02	771	0.6%
0.03	218	0.2%
0.04	187	0.1%

Maximum 5 values

Value	Count	Frequency (%)
1	8143	6.5%
0.88	1	< 0.1%
0.83	7	< 0.1%
0.8	60	< 0.1%
0.75	235	0.2%

srv_rerror_rate
Highly correlated

This variable is highly correlated with rerror_rate and should be ignored for analysis

Correlation	0.9890076408

srv_serror_rate
Highly correlated

This variable is highly correlated with serror_rate and should be ignored for analysis

Correlation	0.9932892212

su_attempted
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125892
2	59
1	21

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Common values
Composition

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

urgent
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125963
1	5
2	3

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Common values
Composition

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

wrong_fragment
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	124882
3	884
1	206

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Common values
Composition

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

Count
Matrix

First rows

	attack	attack_class	count	diff_srv_rate	dst_bytes	dst_host_count	dst_host_diff_srv_rate	dst_host_rerror_rate	dst_host_same_src_port_rate	dst_host_same_srv_rate	dst_host_serror_rate	dst_host_srv_count	dst_host_srv_diff_host_rate	dst_host_srv_rerror_rate	dst_host_srv_serror_rate	flag	last_flag	logged_in	protocol_type	rerror_rate	same_srv_rate	serror_rate	service	src_bytes	srv_count	srv_diff_host_rate	srv_rerror_rate	srv_serror_rate
0	normal	0.0	13	0.15	0	255	0.60	0.0	0.88	0.00	0.00	1	0.00	0.00	0.00	SF	15	0	udp	0.0	0.08	0.0	other	146	1	0.00	0.0	0.0
1	neptune	1.0	123	0.07	0	255	0.05	0.0	0.00	0.10	1.00	26	0.00	0.00	1.00	S0	19	0	tcp	0.0	0.05	1.0	private	0	6	0.00	0.0	1.0
2	normal	0.0	5	0.00	8153	30	0.00	0.0	0.03	1.00	0.03	255	0.04	0.01	0.01	SF	21	1	tcp	0.0	1.00	0.2	http	232	5	0.00	0.0	0.2
3	normal	0.0	30	0.00	420	255	0.00	0.0	0.00	1.00	0.00	255	0.00	0.00	0.00	SF	21	1	tcp	0.0	1.00	0.0	http	199	32	0.09	0.0	0.0
4	neptune	1.0	121	0.06	0	255	0.07	1.0	0.00	0.07	0.00	19	0.00	1.00	0.00	REJ	21	0	tcp	1.0	0.16	0.0	private	0	19	0.00	1.0	0.0
5	neptune	1.0	166	0.06	0	255	0.05	0.0	0.00	0.04	1.00	9	0.00	0.00	1.00	S0	21	0	tcp	0.0	0.05	1.0	private	0	9	0.00	0.0	1.0
6	neptune	1.0	117	0.06	0	255	0.07	0.0	0.00	0.06	1.00	15	0.00	0.00	1.00	S0	21	0	tcp	0.0	0.14	1.0	private	0	16	0.00	0.0	1.0
7	neptune	1.0	270	0.05	0	255	0.05	0.0	0.00	0.09	1.00	23	0.00	0.00	1.00	S0	21	0	tcp	0.0	0.09	1.0	remote_job	0	23	0.00	0.0	1.0
8	neptune	1.0	133	0.06	0	255	0.06	0.0	0.00	0.05	1.00	13	0.00	0.00	1.00	S0	21	0	tcp	0.0	0.06	1.0	private	0	8	0.00	0.0	1.0
9	neptune	1.0	205	0.06	0	255	0.07	1.0	0.00	0.05	0.00	12	0.00	1.00	0.00	REJ	21	0	tcp	1.0	0.06	0.0	private	0	12	0.00	1.0	0.0

Last rows

	attack	attack_class	count	diff_srv_rate	dst_bytes	dst_host_count	dst_host_diff_srv_rate	dst_host_rerror_rate	dst_host_same_src_port_rate	dst_host_same_srv_rate	dst_host_serror_rate	dst_host_srv_count	dst_host_srv_diff_host_rate	dst_host_srv_serror_rate	duration	flag	last_flag	logged_in	protocol_type	same_srv_rate	serror_rate	service	src_bytes	srv_count	srv_diff_host_rate	srv_serror_rate
125962	normal	0.0	3	0.00	1600	255	0.00	0.00	0.00	1.00	0.00	255	0.00	0.0	0	SF	21	1	tcp	1.00	0.00	http	334	3	0.00	0.00
125963	neptune	1.0	128	0.05	0	255	0.06	0.00	0.00	0.05	1.00	12	0.00	1.0	0	S0	21	0	tcp	0.07	1.00	private	0	9	0.00	1.00
125964	normal	0.0	1	0.00	365	1	0.00	0.00	1.00	1.00	0.00	2	1.00	0.0	0	SF	19	1	tcp	1.00	0.00	smtp	2233	1	0.00	0.00
125965	neptune	1.0	113	0.07	0	255	0.07	0.00	0.00	0.05	1.00	13	0.00	1.0	0	S0	21	0	tcp	0.03	1.00	private	0	3	0.00	1.00
125966	normal	0.0	3	0.00	375	3	0.00	0.00	0.33	1.00	0.33	255	0.04	0.0	0	SF	18	1	tcp	1.00	0.33	http	359	11	0.18	0.09
125967	neptune	1.0	184	0.06	0	255	0.06	0.00	0.00	0.10	1.00	25	0.00	1.0	0	S0	20	0	tcp	0.14	1.00	private	0	25	0.00	1.00
125968	normal	0.0	2	0.00	145	255	0.01	0.00	0.01	0.96	0.00	244	0.00	0.0	8	SF	21	0	udp	1.00	0.00	private	105	2	0.00	0.00
125969	normal	0.0	1	0.00	384	255	0.06	0.01	0.00	0.12	0.72	30	0.00	0.0	0	SF	18	1	tcp	1.00	0.00	smtp	2231	1	0.00	0.00
125970	neptune	1.0	144	0.05	0	255	0.05	0.00	0.00	0.03	1.00	8	0.00	1.0	0	S0	20	0	tcp	0.06	1.00	klogin	0	8	0.00	1.00
125971	normal	0.0	1	0.00	0	255	0.03	0.00	0.30	0.30	0.00	77	0.00	0.0	0	SF	21	1	tcp	1.00	0.00	ftp_data	151	1	0.00	0.00

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows